{"id":"W4320035412","doi":"10.1002/cjs.11760","title":"Tests of linear hypotheses using indirect information","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Statistics","topic":"Statistical Methods in Clinical Trials","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test statistic; Statistics; Statistic; Mathematics; Null distribution; Sample size determination; Statistical hypothesis testing; F-test; Z-test; Null hypothesis; Asymptotic distribution; Type I and type II errors; Test (biology); One- and two-tailed tests","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08897893,0.001466985,0.002803359,0.004051876,0.0008960381,0.004195308,0.002905283,0.001806373,0.01762333],"category_scores_gemma":[0.4253278,0.0007528419,0.002973493,0.003499309,0.007771901,0.005487039,0.003949503,0.004027022,0.0009356439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001657008,"about_ca_system_score_gemma":0.002317584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006599073,"about_ca_topic_score_gemma":0.0003600204,"domain_scores_codex":[0.8371285,0.1355223,0.003713991,0.007173382,0.01534037,0.00112148],"domain_scores_gemma":[0.3679284,0.5846584,0.01973644,0.01972504,0.006715185,0.001236665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.004282663,0.001042351,0.09527817,0.002054884,0.007881675,0.001079333,0.001846061,0.0754539,0.001568581,0.4589662,0.006688035,0.3438583],"study_design_scores_gemma":[0.0008182058,0.003145379,0.02965919,0.0008666426,0.000766895,0.0006551194,0.0007264365,0.3333975,0.003411557,0.6210168,0.005385652,0.0001507101],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1122753,0.0009831946,0.8682374,0.001574469,0.0002115469,0.00121667,0.001118738,0.0005099163,0.01387278],"genre_scores_gemma":[0.8648867,0.0003031222,0.130053,0.0005396167,0.000223033,0.001897905,0.0006637265,0.00009148902,0.001341338],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08897893,"threshold_uncertainty_score":0.4705712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6289948457109944,"score_gpt":0.5167737091779451,"score_spread":0.1122211365330493,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}